{"id":"W4411183293","doi":"10.1016/j.commtr.2025.100183","title":"A multiagent social interaction model for autonomous vehicle testing","year":2025,"lang":"en","type":"article","venue":"Communications in Transportation Research","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008618605,0.0008310209,0.0006241603,0.0005658757,0.0004373813,0.0007371317,0.00181592,0.001237044,0.002337888],"category_scores_gemma":[0.003312165,0.0003263633,0.0007000376,0.0003166261,0.0007463917,0.001050021,0.0009580102,0.001232771,0.00036542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232744,"about_ca_system_score_gemma":0.0007912567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01344552,"about_ca_topic_score_gemma":0.01020428,"domain_scores_codex":[0.9994942,0.0002164502,0.00002514246,0.0001186273,0.00008497817,0.00006067055],"domain_scores_gemma":[0.9987105,0.0007484893,0.0001911146,0.00006887208,0.0001830308,0.00009804448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002147981,0.00003423605,0.001209733,0.00001348273,0.00001438656,0.00007151169,0.0000367643,0.9871467,0.0003334339,0.006480617,0.0004256284,0.004211955],"study_design_scores_gemma":[0.000001623796,0.000005734631,0.00006449196,7.984736e-7,0.000001268211,0.000003611086,0.00000288628,0.9987856,0.00002845705,0.0009929218,0.000111324,0.000001285602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1691185,0.0004163706,0.817849,0.0008919541,0.0001231811,0.0001907622,0.0005432495,0.0006394278,0.01022764],"genre_scores_gemma":[0.9568487,0.0001274005,0.03818983,0.0001048316,0.00003625067,0.0002520648,0.0003607171,0.00003845624,0.004041811],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01344552,"threshold_uncertainty_score":0.02673453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1874162502315943,"score_gpt":0.428341716699128,"score_spread":0.2409254664675337,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}